Unparalleled sarcasm: a framework of parallel deep LSTMs with cross activation functions towards detection and generation of sarcastic statements.
Sarcasm is a modest kind of mockingly expressing one's own thoughts. With the advent of social networking communication, new routes of sociability have proliferated. It may also be stated that the four chariots of being socially hilarious nowadays are humour, irony, sarcasm, and wit. Sarcasm is a cl...
| Publicado en: | Language Resources & Evaluation Vol. 57; no. 2; pp. 765 - 803 |
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| Autores principales: | , , , |
| Formato: | Artículo |
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Springer Nature
Jun2023
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=hlh&AN=163826591&site=ehost-live header: @attributes: shortDbName: hlh uiTerm: 163826591 longDbName: Humanities International Complete uiTag: AN controlInfo: bkinfo: jinfo: jid: 1574020X 179V jtl: Language Resources & Evaluation issn: 1574020X maglogo: N pubinfo: dt: Jun2023 vid: 57 iid: 2 pid: 237 pub: Springer Nature artinfo: ui: 163826591 10.1007/s10579-022-09622-3 ppf: 765 ppct: 38 formats: fmt: – @attributes: type: T – @attributes: type: P size: 2.3MB tig: atl: Unparalleled sarcasm: a framework of parallel deep LSTMs with cross activation functions towards detection and generation of sarcastic statements. aug: au: Das, Sourav Ghosh, Soumitra Kolya, Anup Kumar Ekbal, Asif affil: Department of Computer Science and Engineering (Artificial Intelligence and Machine Learning), Future Institute of Technology, 700154, Kolkata, India Department of Computer Science and Engineering, Indian Institute of Technology, Patna, India Department of Computer Science and Engineering, RCC Institute of Information Technology, 700015, Kolkata, India su: Sarcasm Telecommunication systems Popular culture Short-term memory Long-term memory Social networks sug: subj: Sarcasm Telecommunication systems Popular culture Short-term memory Long-term memory Social networks keyword: Feature optimization Long short term memory networks Natural language generation Sarcasm detection Sarcasm generation ab: Sarcasm is a modest kind of mockingly expressing one's own thoughts. With the advent of social networking communication, new routes of sociability have proliferated. It may also be stated that the four chariots of being socially hilarious nowadays are humour, irony, sarcasm, and wit. Sarcasm is a clever means of encapsulating any intrinsic truth, message, or even satire in a humorous way. In this paper, we manually extract the features of a benchmark pop culture sarcasm corpus encompassing sarcastic conversations and monologues in order to build padding sequences from the vector representations' matrices. We also suggest a hybrid of four Parallel Long Short Term Networks, each with its own activation classifier. Consecutively it achieves 98.31% accuracy among the test cases on open-source English literature. Our approach transcends several previous state-of-the-art works and results in sophisticated sarcastic statement generation. We also culture the probable prospects for producing even better refined automated sarcasm generation. pubtype: Academic Journal doctype: Article src: R language: English refInfo: copyright: @attributes: flag: Y custom: Language Resources & Evaluation is a copyright of Springer, 2023. All Rights Reserved. item: Language Resources & Evaluation holder: Springer Nature dt: @attributes: year: 2023 holdings: @attributes: islocal: N |
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